{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"./datasets/IMDB-Movie-Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Description</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actors</th>\n",
       "      <th>Year</th>\n",
       "      <th>Runtime (Minutes)</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Revenue (Millions)</th>\n",
       "      <th>Metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>333.13</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>126.46</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>138.12</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>270.32</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>325.02</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                    Title                     Genre  \\\n",
       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2     3                    Split           Horror,Thriller   \n",
       "3     4                     Sing   Animation,Comedy,Family   \n",
       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "\n",
       "                                         Description              Director  \\\n",
       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4  A secret government agency recruits some of th...            David Ayer   \n",
       "\n",
       "                                              Actors  Year  Runtime (Minutes)  \\\n",
       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
       "\n",
       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
       "0     8.1  757074              333.13       76.0  \n",
       "1     7.0  485820              126.46       65.0  \n",
       "2     7.3  157606              138.12       62.0  \n",
       "3     7.2   60545              270.32       59.0  \n",
       "4     6.2  393727              325.02       40.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rank', 'Title', 'Genre', 'Description', 'Director', 'Actors', 'Year',\n",
       "       'Runtime (Minutes)', 'Rating', 'Votes', 'Revenue (Millions)',\n",
       "       'Metascore'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计分数平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.723199999999999"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Rating'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计导演个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "644"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2 = pd.DataFrame(data)\n",
    "len(data.groupby('Director').agg([list]).index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "644"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Director'].unique().shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11700d490>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Rating'].plot(kind = \"hist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.hist(data['Rating'].values,bins=20)\n",
    "plt.show()\n",
    "#下标对齐有问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.hist(data['Rating'].values , 20)\n",
    "max_ = data['Rating'].max()\n",
    "min_ = data['Rating'].min()\n",
    "x = np.linspace(min_,max_,21)\n",
    "plt.xticks(x)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Mystery', 'Sci-Fi'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Biography'],\n",
       " ['Adventure', 'Drama', 'Romance'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Comedy', 'Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Crime', 'Drama', 'Horror'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Western'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama'],\n",
       " ['Horror'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Drama', 'History'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Drama', 'Romance', 'Thriller'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Drama', 'History'],\n",
       " ['Action', 'Drama', 'Romance'],\n",
       " ['Drama', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'War'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Comedy', 'Crime'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Animation', 'Drama', 'Fantasy'],\n",
       " ['Horror', 'Mystery', 'Sci-Fi'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Adventure', 'Drama', 'Sci-Fi'],\n",
       " ['Crime', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Action', 'Horror', 'Thriller'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Romance', 'Sci-Fi'],\n",
       " ['Action', 'Fantasy', 'War'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Adventure', 'Mystery', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Romance'],\n",
       " ['Action'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Crime', 'Mystery'],\n",
       " ['Comedy', 'Family', 'Musical'],\n",
       " ['Adventure', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Drama', 'Music'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Mystery', 'Thriller', 'Western'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Western'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Drama', 'Mystery'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Adventure', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Comedy', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Mystery'],\n",
       " ['Thriller', 'War'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Family'],\n",
       " ['Adventure', 'Horror'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Drama', 'Family', 'Fantasy'],\n",
       " ['Sci-Fi'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'War'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Crime', 'Drama', 'History'],\n",
       " ['Horror', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Drama', 'Sport'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Biography', 'Drama', 'Thriller'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Biography', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Drama', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Horror', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'War'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Romance'],\n",
       " ['Action', 'Drama', 'War'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Drama', 'Musical', 'Romance'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Horror'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Horror'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Adventure', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Crime', 'Drama', 'History'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Crime', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Thriller'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure'],\n",
       " ['Action', 'Fantasy'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Thriller'],\n",
       " ['Action', 'Drama', 'Horror'],\n",
       " ['Comedy', 'Music', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama', 'History'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Horror'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Adventure', 'Fantasy'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Horror'],\n",
       " ['Comedy', 'Horror', 'Thriller'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Music'],\n",
       " ['Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Adventure'],\n",
       " ['Action', 'Adventure', 'Romance'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Comedy', 'Horror'],\n",
       " ['Comedy', 'Fantasy', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Adventure', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Fantasy'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Horror'],\n",
       " ['Comedy', 'Mystery'],\n",
       " ['Drama'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Action', 'Adventure'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Action', 'Mystery', 'Sci-Fi'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Crime', 'Fantasy'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Comedy', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy'],\n",
       " ['Comedy', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Horror'],\n",
       " ['Action', 'Biography', 'Crime'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Comedy', 'Music'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Comedy', 'Drama', 'Horror'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Horror', 'Romance'],\n",
       " ['Action', 'Drama', 'Fantasy'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Mystery', 'Thriller'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Horror'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Comedy'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Family', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Thriller'],\n",
       " ['Adventure', 'Horror', 'Mystery'],\n",
       " ['Action', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Horror', 'Mystery'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Action', 'Crime', 'Mystery'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Drama', 'War'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Family'],\n",
       " ['Drama', 'Romance', 'Thriller'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Crime', 'Sport'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Mystery', 'Sci-Fi', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'War'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Sci-Fi', 'Thriller'],\n",
       " ['Adventure', 'Drama', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'History', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Adventure', 'Horror'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Crime', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Mystery', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Mystery', 'Sci-Fi'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'Romance', 'Thriller'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Action', 'Drama', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Biography'],\n",
       " ['Adventure', 'Comedy', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Fantasy', 'Horror'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Action', 'Fantasy', 'Thriller'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Action', 'Drama', 'Fantasy'],\n",
       " ['Adventure', 'Sci-Fi', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Comedy', 'Romance', 'Sport'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Action', 'Drama', 'Sport'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Animation', 'Action', 'Comedy'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Sci-Fi'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Action', 'Comedy', 'Romance'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Action', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Horror'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Adventure', 'Comedy', 'Family'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Comedy', 'Drama', 'Horror'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Family'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Mystery', 'Romance', 'Sci-Fi'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Comedy'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Western'],\n",
       " ['Drama', 'History', 'War'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Fantasy', 'Horror', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Action', 'Comedy', 'Fantasy'],\n",
       " ['Drama', 'Horror', 'Musical'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Music'],\n",
       " ['Drama'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Drama'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Adventure', 'Comedy', 'Romance'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Drama', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Horror'],\n",
       " ['Action', 'Crime', 'Mystery'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Drama', 'Family'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Crime', 'Drama', 'Horror'],\n",
       " ['Comedy', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Adventure', 'Drama', 'Romance'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Romance', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Fantasy'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'War'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Drama', 'Family'],\n",
       " ['Comedy', 'Fantasy', 'Horror'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Thriller'],\n",
       " ['Comedy'],\n",
       " ['Adventure', 'Comedy', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama', 'Fantasy'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Adventure', 'Drama', 'Western'],\n",
       " ['Drama', 'Music', 'Romance'],\n",
       " ['Comedy', 'Romance', 'Western'],\n",
       " ['Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Action', 'Comedy', 'Romance'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Adventure', 'Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Music'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Drama', 'Thriller', 'War'],\n",
       " ['Action', 'Mystery', 'Thriller'],\n",
       " ['Horror', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Drama', 'Fantasy', 'Mystery'],\n",
       " ['Drama', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Mystery', 'Sci-Fi'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Comedy', 'Crime', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Comedy', 'Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Comedy', 'Sci-Fi'],\n",
       " ['Comedy', 'Fantasy', 'Horror'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Fantasy', 'Horror'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Romance', 'War'],\n",
       " ['Adventure', 'Fantasy', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Horror', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Comedy'],\n",
       " ['Mystery', 'Romance', 'Thriller'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Thriller'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Music'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Horror'],\n",
       " ['Biography', 'Drama', 'Mystery'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Drama'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Comedy', 'Horror', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Horror', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Drama', 'Family'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Thriller', 'War'],\n",
       " ['Action', 'Comedy', 'Horror'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Action', 'Crime', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Thriller'],\n",
       " ['Comedy', 'Horror', 'Sci-Fi'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Thriller'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Mystery', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Horror'],\n",
       " ['Crime', 'Drama', 'Fantasy'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Comedy', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Family'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Drama'],\n",
       " ['Drama'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Drama', 'Fantasy', 'Music'],\n",
       " ['Drama'],\n",
       " ['Thriller'],\n",
       " ['Comedy', 'Horror'],\n",
       " ['Action', 'Comedy', 'Sport'],\n",
       " ['Horror'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Fantasy', 'Mystery', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Fantasy', 'Horror'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Adventure', 'Biography'],\n",
       " ['Adventure', 'Biography', 'Crime'],\n",
       " ['Action', 'Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Western'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Musical'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Comedy', 'Family', 'Romance'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Biography', 'Drama', 'Family'],\n",
       " ['Comedy', 'Drama', 'Family'],\n",
       " ['Drama', 'Fantasy', 'Musical'],\n",
       " ['Comedy'],\n",
       " ['Adventure', 'Family'],\n",
       " ['Adventure', 'Comedy', 'Fantasy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Horror'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Family', 'Music'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Horror'],\n",
       " ['Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Horror'],\n",
       " ['Drama', 'Music', 'Romance'],\n",
       " ['Adventure', 'Comedy'],\n",
       " ['Comedy', 'Family', 'Fantasy']]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_List = [i.split(',') for i in data['Genre']]\n",
    "temp_List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "array_list = np.unique([i for j in temp_List for i in j])\n",
    "array_list.shape[0]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
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       "<p>1000 rows × 20 columns</p>\n",
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      ],
      "text/plain": [
       "     Action  Adventure  Animation  Biography  Comedy  Crime  Drama  Family  \\\n",
       "0       0.0        0.0        0.0        0.0     0.0    0.0    0.0     0.0   \n",
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       "\n",
       "     Fantasy  History  Horror  Music  Musical  Mystery  Romance  Sci-Fi  \\\n",
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       "\n",
       "     Sport  Thriller  War  Western  \n",
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       "998    0.0       0.0  0.0      0.0  \n",
       "999    0.0       0.0  0.0      0.0  \n",
       "\n",
       "[1000 rows x 20 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df = pd.DataFrame(np.zeros([data.shape[0],array_list.shape[0]]),columns=array_list)\n",
    "temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(data.shape[0]):\n",
    "    temp_df.loc[i,temp_List[i]]= 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Action  Adventure  Animation  Biography  Comedy  Crime  Drama  Family  \\\n",
       "0       1.0        1.0        0.0        0.0     0.0    0.0    0.0     0.0   \n",
       "1       0.0        1.0        0.0        0.0     0.0    0.0    0.0     0.0   \n",
       "2       0.0        0.0        1.0        0.0     0.0    0.0    0.0     0.0   \n",
       "3       0.0        0.0        1.0        1.0     1.0    0.0    0.0     1.0   \n",
       "4       1.0        1.0        0.0        0.0     1.0    0.0    0.0     0.0   \n",
       "..      ...        ...        ...        ...     ...    ...    ...     ...   \n",
       "995     0.0        0.0        0.0        0.0     0.0    1.0    1.0     0.0   \n",
       "996     0.0        0.0        0.0        0.0     0.0    0.0    0.0     0.0   \n",
       "997     0.0        0.0        0.0        0.0     0.0    0.0    1.0     0.0   \n",
       "998     0.0        1.0        0.0        0.0     1.0    0.0    0.0     0.0   \n",
       "999     0.0        0.0        0.0        0.0     1.0    0.0    0.0     1.0   \n",
       "\n",
       "     Fantasy  History  Horror  Music  Musical  Mystery  Romance  Sci-Fi  \\\n",
       "0        0.0      0.0     0.0    0.0      0.0      0.0      0.0     1.0   \n",
       "1        0.0      0.0     0.0    0.0      0.0      1.0      0.0     1.0   \n",
       "2        0.0      0.0     1.0    0.0      0.0      0.0      0.0     0.0   \n",
       "3        0.0      0.0     0.0    0.0      0.0      0.0      0.0     0.0   \n",
       "4        1.0      0.0     0.0    0.0      0.0      0.0      0.0     0.0   \n",
       "..       ...      ...     ...    ...      ...      ...      ...     ...   \n",
       "995      0.0      0.0     0.0    0.0      0.0      1.0      0.0     0.0   \n",
       "996      0.0      0.0     1.0    0.0      0.0      0.0      0.0     0.0   \n",
       "997      0.0      0.0     0.0    1.0      0.0      0.0      1.0     0.0   \n",
       "998      0.0      0.0     0.0    0.0      0.0      0.0      0.0     0.0   \n",
       "999      1.0      0.0     0.0    0.0      0.0      0.0      0.0     0.0   \n",
       "\n",
       "     Sport  Thriller  War  Western  \n",
       "0      0.0       0.0  0.0      0.0  \n",
       "1      0.0       0.0  0.0      0.0  \n",
       "2      0.0       1.0  0.0      0.0  \n",
       "3      0.0       0.0  0.0      0.0  \n",
       "4      0.0       0.0  0.0      0.0  \n",
       "..     ...       ...  ...      ...  \n",
       "995    0.0       0.0  0.0      0.0  \n",
       "996    0.0       0.0  0.0      0.0  \n",
       "997    0.0       0.0  0.0      0.0  \n",
       "998    0.0       0.0  0.0      0.0  \n",
       "999    0.0       0.0  0.0      0.0  \n",
       "\n",
       "[1000 rows x 20 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12618fa10>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
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     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_df.sum().sort_values(ascending=False).plot(kind=\"bar\",figsize=(20,8))"
   ]
  }
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